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2020-Q1 2026-Q1

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Transforming Government With Data and AI: Singapore GovTech's Journey With Databricks

GovTech is an agency in the Singapore Government focused on tech for good. The GovTech Chief Data Office (CDO) has built the GovTech Data Platform with Databricks at the core. As the government tech agency, we safeguard national-level government and citizen data. A comprehensive data strategy is essential to uplifting data maturity. GovTech has adopted the service model approach where data services are offered to stakeholders based on their data maturity. Their maturity is uplifted through partnership, readying them for more advanced data analytics. CDO offers a plethora of data assets in a “data restaurant” ranging from raw data to data products, all delivered via Databricks and enabled through fine-grained access control, underpinned by data management best practices such as data quality, security and governance. Within our first year on Databricks, CDO was able to save 8,000 man-hours, democratize data across 50% of the agency and achieve six-figure savings through BI consolidation.

Try Julius.ai 👉 https://bit.ly/4jn4cFF Coupon code: AVERY25 AI is transforming how we work, how we make decisions, and how we understand the world through data. In this episode, I explore how Julius AI can simplify your data tasks, automate repetitive work, and offer valuable insights in MINUTES. Dive into the future of data analysis and get ready to 10x your productivity! Get my weekly newsletters (free): https://www.datacareerjumpstart.com/newsletter

Learn more about my CRM Course Creator 360: https://coursecreatorpro.com/registeremailaffiliate?am_id=avery8756

How This Delivery Driver Became a FAANG Data Analyst (Jen Hawkins) https://youtu.be/f-BWp_IJZ-I?si=2_tKqHEng_EYNRCB

💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator

⌚ TIMESTAMPS 00:00 - Introduction 01:55 - My CRM Data Analysis 02:23 Exploring and Cleaning Data with Julius AI 06:15 Email Analysis and Insights 13:39 Sales Cycle Length Analysis 15:27 The Power of AI in Data Analysis

🔗 CONNECT WITH MY TOP NEWSLETTER ENGAGERS! Isaac Oresanya: https://www.linkedin.com/in/isaac-oresanya/ Jen Hawkins: https://www.linkedin.com/in/jeandriska/ David Mills: https://www.linkedin.com/in/david-mills/ Mukta Pandey: https://www.linkedin.com/in/mukta-pandey-30a89b243/

🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

Handbook of Decision Analysis, 2nd Edition

Qualitative and quantitative techniques to apply decision analysis to real-world decision problems, supported by sound mathematics, best practices, soft skills, and more With substantive illustrations based on the authors’ personal experiences throughout, Handbook of Decision Analysis describes the philosophy, knowledge, science, and art of decision analysis. Key insights from decision analysis applications and behavioral decision analysis research are presented, and numerous decision analysis textbooks, technical books, and research papers are referenced for comprehensive coverage. This book does not introduce new decision analysis mathematical theory, but rather ensures the reader can understand and use the most common mathematics and best practices, allowing them to apply rigorous decision analysis with confidence. The material is supported by examples and solution steps using Microsoft Excel and includes many challenging real-world problems. Given the increase in the availability of data due to the development of products that deliver huge amounts of data, and the development of data science techniques and academic programs, a new theme of this Second Edition is the use of decision analysis techniques with big data and data analytics. Written by a team of highly qualified professionals and academics, Handbook of Decision Analysis includes information on: Behavioral decision-making insights, decision framing opportunities, collaboration with stakeholders, information assessment, and decision analysis modeling techniques Principles of value creation through designing alternatives, clear value/risk tradeoffs, and decision implementation Qualitative and quantitative techniques for each key decision analysis task, as opposed to presenting one technique for all decisions. Stakeholder analysis, decision hierarchies, and influence diagrams to frame descriptive, predictive, and prescriptive analytics decision problems to ensure implementation success Handbook of Decision Analysis is a highly valuable textbook, reference, and/or refresher for students and decision professionals in business, management science, engineering, engineering management, operations management, mathematics, and statistics who want to increase the breadth and depth of their technical and soft skills for success when faced with a professional or personal decision.

Break into data analytics EVEN without a degree, just like our guest for today's episode! He's Ryan Ponder, a Data Analytics Accelerator program student who transitioned from Loan Officer to Data Analyst within his company-- without a degree. He shares how he leveraged internal opportunities and attained his new role. Tune in and learn actionable steps for making an internal pivot and overcoming career challenges! 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ TIMESTAMPS 00:00 - Introduction 05:49 - The Internal Pivot: A Unique Pathway to Data Analytics 09:57 - Networking and Overcoming Challenges 15:47 - Imposter Syndrome 23:02 - Final Thoughts and Advice 🔗 CONNECT WITH RYAN 🤝 LinkedIn: https://www.linkedin.com/in/rtponder/ 🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

Struggling to break into data analyst roles because you have no experience? In this episode, I reveal 6 overlooked, easier-to-land entry-level data jobs that can kickstart your data career. I also provide 7 reasons why these roles are worth considering! 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ TIMESTAMPS 00:00 - Introduction 01:43 - Six overlooked data jobs 02:09 - Reason 1: Domain-focused 03:18 - Reason 2: Easier to qualify for 04:26 - Reason 3: Less competition 05:34 - Reason 4: Still provide real data experience 06:42 - Reason 5: Often remote or hybrid 07:49 - Reason 6: Internal pivot 09:03 - Reason 7: Decent pay

🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

In the era of AI, harnessing data analytics is essential for innovation. Organizations are transforming their data strategies to harness the full potential of AI.  

Learn how organizations create powerful AI experiences by unifying their data and transforming their data strategies resulting in significant operational efficiencies.

Melody Santos has successfully transitioned from a physical therapist to a revenue analyst in a few months! In this episode, she shares three main steps that expedited her journey, her struggles with imposter syndrome, and offers valuable advice for anyone looking to pivot into a data career. 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ TIMESTAMPS 00:00 - Introduction 04:16 - Melody's Google Data Analytics Certificate Experience 06:41 - Job Application Challenges 15:43 - Landing the Charge Integrity Analyst Job 23:16 - Advice for Career Changers 🔗 CONNECT WITH MELODY 🤝 LinkedIn: https://www.linkedin.com/in/melodyusantos/ 🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

If you're thinking about doing the Google Data Analytics Certificate, you need to hear this: DON'T. In this episode, I list five reasons why it is a waste of time. The ONLY Framework to Become a Data Analyst in 2025 (SPN Method): https://youtu.be/XUxWQgh3soo?si=v3SQV3zJ4h0jH1uQ 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ TIMESTAMPS 00:00 - Introduction 00:11 - Reason 1: Certificates Don't Matter in the Data Industry 02:45 - Reason 2: The Course Teaches the Wrong Skills 06:32 - Reason 3: The Course is Slow and Theoretical 09:21 - Reason 4: Lack of Projects and Portfolios 14:15 - Reason 5: No Career or Networking Support 🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

🎯 I analyzed 2,893 data analyst job postings so you don’t have to, and here’s what I found: You might be wasting your time learning the wrong skills. Find out how to pivot your career the data-driven way and stay ahead of the game. 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ TIMESTAMPS 02:28 - FindADataJob.com. 04:04 - Most In-demand skills in 2025. 06:22 - Live Data at DataAnalystSkills.com 🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

Amazon Redshift Cookbook - Second Edition

Amazon Redshift Cookbook provides practical techniques for utilizing AWS's managed data warehousing service effectively. With this book, you'll learn to create scalable and secure data analytics solutions, tackle data integration challenges, and leverage Redshift's advanced features like data sharing and generative AI capabilities. What this Book will help me do Create end-to-end data analytics solutions from ingestion to reporting using Amazon Redshift. Optimize the performance and security of Redshift implementations to meet enterprise standards. Leverage Amazon Redshift for zero-ETL ingestion and advanced concurrency scaling. Integrate Redshift with data lakes for enhanced data processing versatility. Implement generative AI and machine learning solutions directly within Redshift environments. Author(s) Shruti Worlikar, Harshida Patel, and Anusha Challa are seasoned data experts who bring together years of experience with Amazon Web Services and data analytics. Their combined expertise enables them to offer actionable insights, hands-on recipes, and proven strategies for implementing and optimizing Amazon Redshift-based solutions. Who is it for? This book is best suited for data analysts, data engineers, and architects who are keen on mastering modern data warehouse solutions using Redshift. Readers should have some knowledge of data warehousing and familiarity with cloud concepts. Ideal for professionals looking to migrate on-premises systems or build cloud-native analytics pipelines leveraging Redshift.

Megan Bowers took an unconventional path to break into the data world. Starting from a self-guided Data Science Bootcamp, she shared her journey through blogging and gained millions of views, and then BOOM! Job offers and monetization opportunities flooded. This is her story. 📌 Interested in blogging for my publication? Get on this interest list: https://tally.so/r/3l4xQW 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ TIMESTAMPS 00:00 - Introduction 03:28 - Gaining traction and recognition through blogging. 07:08 - Career Growth and transition to Alteryx. 14:18 -  Leveraging and advertising your domain expertise. 19:25 - What is a Data Journalist? 22:21 - Writing content. 24:29 - What is Alteryx? 🔗 CONNECT WITH MEGAN 🎥 YouTube Podcast Channel: https://www.youtube.com/playlist?list=PLfSLx4WE4q501UZjL3Hx-DiS4zyeePEN2 🤝 LinkedIn: https://www.linkedin.com/in/megandibble1/ 📸 Instagram: https://www.instagram.com/alteryx/ 💻 Alteryx Website: https://www.alteryx.com/ 🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

YOU want to break into data analytics but not sure where to start? This interactive choose-your-own-adventure episode will help you! Get ready to make real-life decisions that will shape your data career. Play now and see where your choices take you. 💌 Join 10k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com/interviewsimulator ⌚ Control this audio using these timestamps: 1:54 - 1 - Data Scientist 3:48 - 2 - Data Analyst 5:42 - 3 - Python 7:36 - 4 - SQL 9:30 - 5 - Keep Learning 11:24 - 6 - Browse Some Jobs 13:18 - 7 - Move On 15:12 - 8 - Apply 17:06 - 9 - Try to Network 🔗 CONNECT WITH AVERY 🎥 YouTube Channel: https://www.youtube.com/@averysmith 🤝 LinkedIn: https://www.linkedin.com/in/averyjsmith/ 📸 Instagram: https://instagram.com/datacareerjumpstart 🎵 TikTok: https://www.tiktok.com/@verydata 💻 Website: https://www.datacareerjumpstart.com/ Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

Simplify real-time data analytics and build event-driven, AI-powered applications using BigQuery and Pub/Sub. Learn to ingest and process massive streaming data from users, devices, and microservices for immediate insights and rapid action. Explore BigQuery's continuous queries for real-time analytics and ML model training. Discover how Flipkart, India’s leading e-commerce platform, leverages Google Cloud to build scalable, efficient real-time data pipelines and AI/ML solutions, and gain insights on driving business value through real–time data.

Explore how distributed cloud solutions solve for computing in sensitive on-premises, harsh, and remote environments with stringent regulatory and sovereignty requirements. Learn how these solutions enable secure access to advanced cloud capabilities like data analytics and AI within completely isolated environments, ensuring strict compliance and data residency. Key implementation and management considerations will be discussed.

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by Kate Dobler (State of Arizona Healthcare Cost Containment System) , Stephanie Pugliese (State of Colorado) , Tony Orlando (Google) , Phil Levy (Wayne State University)

Cloud, AI, and data analytics technologies have the potential to revolutionize healthcare - streamlining eligibility determination, automating administrative processes, and providing greater access to critical services. By tailoring interventions, resources, and communication strategies to individual needs, technology can enable more effective, engaging, and personalized care for all.

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by Ron Bushar (Google) , Reid Novotny (National Guard Bureau) , Derek Law (United States Space Force (USSF)) , Maria Lipana (California Cybersecurity Integration Center (Cal-CSIC))

Explore how infrastructure, data analytics, cybersecurity, and intelligence at the edge converge to support mission-critical operations on the frontlines. Hear from public sector agencies about how they’re applying technology to their mission to protect and defend our nation.

 Learn how Drive Health is leveraging Google's AI and data analytics capabilities to transform healthcare access for Medicaid populations in Southern Illinois. By addressing critical barriers in prenatal care, chronic disease management, and mental health, this initiative is projected to achieve remarkable results, including a 20% reduction in preterm births and $5.2 million in annual cost savings. Learn how our innovative approach is creating a blueprint for equitable healthcare delivery and improving lives in under-served communities.